Articles
Notes, research, and commentary from the SecProve team.
- •6 min read
Chess has ELO. Forecasting has Brier. Cybersecurity should have calibration.
Knowing the right answer matters. Knowing when you don't know it matters more. Introducing the SecProve Calibration Score — a second rating, alongside Knowledge Rating, that measures how well your confidence tracks your actual accuracy.
researchratinglearningopinion - •7 min read
Cybersecurity roles aren't silos — they're one connected system
Most of us learn cybersecurity as a list of specializations — SOC, AppSec, IAM, pentest, GRC. The incidents we keep failing to prevent don't respect that mental model. Why every security career is a web, not a ladder, and what the map actually looks like.
careerssystems-thinkingdomain-mapopinion - •5 min read
Why cybersecurity training is failing practitioners
Most security learning splits into passive reading or bursty labs — neither builds durable skill. The field is missing the daily retrieval layer every other competitive discipline takes for granted, and AI assistants make the gap more dangerous, not less.
traininglearningresearchopinion - •3 min read
Welcome to SecProve
A brief introduction to why this platform exists and what you can expect from the content we publish here.
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